Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
target is uniformly distributed | Uniform |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2021-02-13 03:02:47.776075 |
|---|---|
| Analysis finished | 2021-02-13 03:15:54.888087 |
| Duration | 13 minutes and 7.11 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.07936307449 |
|---|---|
| Minimum | -4.261079404 |
| Maximum | 2.693764964 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -4.261079404 |
|---|---|
| 5-th percentile | -1.684615449 |
| Q1 | -0.7647559476 |
| median | -0.09377395839 |
| Q3 | 0.6080984489 |
| 95-th percentile | 1.546387133 |
| Maximum | 2.693764964 |
| Range | 6.954844368 |
| Interquartile range (IQR) | 1.372854396 |
Descriptive statistics
| Standard deviation | 0.9934158816 |
|---|---|
| Coefficient of variation (CV) | -12.51735631 |
| Kurtosis | -0.1321707479 |
| Mean | -0.07936307449 |
| Median Absolute Deviation (MAD) | 0.6929221946 |
| Skewness | -0.1051109589 |
| Sum | -79.36307449 |
| Variance | 0.9868751139 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.442923789 | 1 | 0.1% |
| 0.554931458 | 1 | 0.1% |
| -0.4215830176 | 1 | 0.1% |
| -1.343333661 | 1 | 0.1% |
| -0.525762766 | 1 | 0.1% |
| 1.014871701 | 1 | 0.1% |
| -1.061286247 | 1 | 0.1% |
| 0.7064361523 | 1 | 0.1% |
| 0.7472450488 | 1 | 0.1% |
| 0.2412225133 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -4.261079404 | 1 | |
| -3.110604579 | 1 | |
| -2.995329445 | 1 | |
| -2.917277996 | 1 | |
| -2.680035871 | 1 | |
| -2.502407538 | 1 | |
| -2.462073359 | 1 | |
| -2.334521873 | 1 | |
| -2.322207758 | 1 | |
| -2.301130859 | 1 |
| Value | Count | Frequency (%) |
| 2.693764964 | 1 | |
| 2.673154079 | 1 | |
| 2.376915548 | 1 | |
| 2.318043605 | 1 | |
| 2.312862636 | 1 | |
| 2.161779667 | 1 | |
| 2.140842547 | 1 | |
| 2.135177376 | 1 | |
| 2.132533819 | 1 | |
| 2.05797842 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01135526892 |
|---|---|
| Minimum | -3.403260273 |
| Maximum | 3.42615888 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.403260273 |
|---|---|
| 5-th percentile | -1.665266611 |
| Q1 | -0.6735799494 |
| median | 0.0390375479 |
| Q3 | 0.726667252 |
| 95-th percentile | 1.620252091 |
| Maximum | 3.42615888 |
| Range | 6.829419154 |
| Interquartile range (IQR) | 1.400247201 |
Descriptive statistics
| Standard deviation | 1.008587535 |
|---|---|
| Coefficient of variation (CV) | 88.8211052 |
| Kurtosis | -0.02882587755 |
| Mean | 0.01135526892 |
| Median Absolute Deviation (MAD) | 0.7004703267 |
| Skewness | -0.06142536411 |
| Sum | 11.35526892 |
| Variance | 1.017248816 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.1590352221 | 1 | 0.1% |
| -0.3301136928 | 1 | 0.1% |
| 2.045583657 | 1 | 0.1% |
| 0.8015122388 | 1 | 0.1% |
| 1.543346252 | 1 | 0.1% |
| -0.4599338814 | 1 | 0.1% |
| -1.090493067 | 1 | 0.1% |
| 0.4441676405 | 1 | 0.1% |
| 0.5050289891 | 1 | 0.1% |
| -0.2426160985 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.403260273 | 1 | |
| -3.096512656 | 1 | |
| -2.930099727 | 1 | |
| -2.651910013 | 1 | |
| -2.645436438 | 1 | |
| -2.640607185 | 1 | |
| -2.534545908 | 1 | |
| -2.534268032 | 1 | |
| -2.455297763 | 1 | |
| -2.400010372 | 1 |
| Value | Count | Frequency (%) |
| 3.42615888 | 1 | |
| 3.011773205 | 1 | |
| 2.88554064 | 1 | |
| 2.878116009 | 1 | |
| 2.734810908 | 1 | |
| 2.480424462 | 1 | |
| 2.421380905 | 1 | |
| 2.333723425 | 1 | |
| 2.25554802 | 1 | |
| 2.240875856 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01623513249 |
|---|---|
| Minimum | -3.502568632 |
| Maximum | 3.731083906 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.502568632 |
|---|---|
| 5-th percentile | -1.623219475 |
| Q1 | -0.6826880627 |
| median | 0.06230547445 |
| Q3 | 0.7135875792 |
| 95-th percentile | 1.700613955 |
| Maximum | 3.731083906 |
| Range | 7.233652538 |
| Interquartile range (IQR) | 1.396275642 |
Descriptive statistics
| Standard deviation | 1.042556242 |
|---|---|
| Coefficient of variation (CV) | 64.21606002 |
| Kurtosis | 0.1409335626 |
| Mean | 0.01623513249 |
| Median Absolute Deviation (MAD) | 0.7008574419 |
| Skewness | -0.0727347431 |
| Sum | 16.23513249 |
| Variance | 1.086923518 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.024080812 | 1 | 0.1% |
| 0.5629967781 | 1 | 0.1% |
| -0.9354991426 | 1 | 0.1% |
| -0.7390140721 | 1 | 0.1% |
| 0.05641108091 | 1 | 0.1% |
| 1.056832451 | 1 | 0.1% |
| 0.5408748327 | 1 | 0.1% |
| 0.4871247081 | 1 | 0.1% |
| -1.732531623 | 1 | 0.1% |
| 0.2947823924 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.502568632 | 1 | |
| -3.164799626 | 1 | |
| -3.163452155 | 1 | |
| -3.08831201 | 1 | |
| -2.934863568 | 1 | |
| -2.929625508 | 1 | |
| -2.897704428 | 1 | |
| -2.895062108 | 1 | |
| -2.86221294 | 1 | |
| -2.759952329 | 1 |
| Value | Count | Frequency (%) |
| 3.731083906 | 1 | |
| 3.065410199 | 1 | |
| 2.878072692 | 1 | |
| 2.804248113 | 1 | |
| 2.610720104 | 1 | |
| 2.574967326 | 1 | |
| 2.561124006 | 1 | |
| 2.56022852 | 1 | |
| 2.508957881 | 1 | |
| 2.44019441 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03135454991 |
|---|---|
| Minimum | -3.219314711 |
| Maximum | 3.275007308 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.219314711 |
|---|---|
| 5-th percentile | -1.560101496 |
| Q1 | -0.6028206023 |
| median | 0.03547038857 |
| Q3 | 0.6846641037 |
| 95-th percentile | 1.545985014 |
| Maximum | 3.275007308 |
| Range | 6.494322019 |
| Interquartile range (IQR) | 1.287484706 |
Descriptive statistics
| Standard deviation | 0.9546033192 |
|---|---|
| Coefficient of variation (CV) | 30.44544802 |
| Kurtosis | 0.01409442076 |
| Mean | 0.03135454991 |
| Median Absolute Deviation (MAD) | 0.6434131273 |
| Skewness | 0.03051557768 |
| Sum | 31.35454991 |
| Variance | 0.911267497 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.347007377 | 1 | 0.1% |
| 0.6677730307 | 1 | 0.1% |
| -0.6595978627 | 1 | 0.1% |
| 0.6882204901 | 1 | 0.1% |
| -1.264798414 | 1 | 0.1% |
| -0.5897119101 | 1 | 0.1% |
| 0.228915407 | 1 | 0.1% |
| 0.05040656758 | 1 | 0.1% |
| 0.2016870921 | 1 | 0.1% |
| -1.872062413 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.219314711 | 1 | |
| -2.672038264 | 1 | |
| -2.621343405 | 1 | |
| -2.565100163 | 1 | |
| -2.530803129 | 1 | |
| -2.463726821 | 1 | |
| -2.457455726 | 1 | |
| -2.360866637 | 1 | |
| -2.289472762 | 1 | |
| -2.261586627 | 1 |
| Value | Count | Frequency (%) |
| 3.275007308 | 1 | |
| 2.811631455 | 1 | |
| 2.713179802 | 1 | |
| 2.603822809 | 1 | |
| 2.55932843 | 1 | |
| 2.519676147 | 1 | |
| 2.502944111 | 1 | |
| 2.461536804 | 1 | |
| 2.377218763 | 1 | |
| 2.347007377 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01472360471 |
|---|---|
| Minimum | -3.824906078 |
| Maximum | 3.437078936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.824906078 |
|---|---|
| 5-th percentile | -1.683510021 |
| Q1 | -0.6766941785 |
| median | 0.0614063183 |
| Q3 | 0.6900985879 |
| 95-th percentile | 1.627090631 |
| Maximum | 3.437078936 |
| Range | 7.261985014 |
| Interquartile range (IQR) | 1.366792766 |
Descriptive statistics
| Standard deviation | 1.010130917 |
|---|---|
| Coefficient of variation (CV) | 68.60622361 |
| Kurtosis | 0.1178857499 |
| Mean | 0.01472360471 |
| Median Absolute Deviation (MAD) | 0.6866409212 |
| Skewness | -0.06709951471 |
| Sum | 14.72360471 |
| Variance | 1.020364469 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.601166872 | 1 | 0.1% |
| -0.01347562206 | 1 | 0.1% |
| -2.200599845 | 1 | 0.1% |
| 0.2697227079 | 1 | 0.1% |
| 0.1383789906 | 1 | 0.1% |
| 0.428993956 | 1 | 0.1% |
| 0.0011614048 | 1 | 0.1% |
| 0.5934894319 | 1 | 0.1% |
| -0.3484648789 | 1 | 0.1% |
| -0.5103697324 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.824906078 | 1 | |
| -3.210590508 | 1 | |
| -3.198172213 | 1 | |
| -2.752856699 | 1 | |
| -2.674589859 | 1 | |
| -2.465286927 | 1 | |
| -2.371116235 | 1 | |
| -2.363216803 | 1 | |
| -2.304925894 | 1 | |
| -2.294140768 | 1 |
| Value | Count | Frequency (%) |
| 3.437078936 | 1 | |
| 3.35873319 | 1 | |
| 3.178012356 | 1 | |
| 3.129968855 | 1 | |
| 2.678763375 | 1 | |
| 2.5244113 | 1 | |
| 2.368003703 | 1 | |
| 2.348134739 | 1 | |
| 2.331030842 | 1 | |
| 2.241747341 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.007406887774 |
|---|---|
| Minimum | -3.014140153 |
| Maximum | 2.822694582 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.014140153 |
|---|---|
| 5-th percentile | -1.624096994 |
| Q1 | -0.6967485045 |
| median | -0.02731737188 |
| Q3 | 0.6991130869 |
| 95-th percentile | 1.683197106 |
| Maximum | 2.822694582 |
| Range | 5.836834735 |
| Interquartile range (IQR) | 1.395861591 |
Descriptive statistics
| Standard deviation | 1.008446813 |
|---|---|
| Coefficient of variation (CV) | -136.1498707 |
| Kurtosis | -0.2788736795 |
| Mean | -0.007406887774 |
| Median Absolute Deviation (MAD) | 0.6952887364 |
| Skewness | -0.01434402069 |
| Sum | -7.406887774 |
| Variance | 1.016964974 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4959540258 | 1 | 0.1% |
| 0.08091831161 | 1 | 0.1% |
| -0.8661286812 | 1 | 0.1% |
| -1.151231505 | 1 | 0.1% |
| 0.2480021366 | 1 | 0.1% |
| -0.2422121728 | 1 | 0.1% |
| 0.5043947607 | 1 | 0.1% |
| 0.9015109737 | 1 | 0.1% |
| 1.324399749 | 1 | 0.1% |
| -0.6283127567 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.014140153 | 1 | |
| -2.818328048 | 1 | |
| -2.703598498 | 1 | |
| -2.644107735 | 1 | |
| -2.477846127 | 1 | |
| -2.447593701 | 1 | |
| -2.390830325 | 1 | |
| -2.385394331 | 1 | |
| -2.366696522 | 1 | |
| -2.349704378 | 1 |
| Value | Count | Frequency (%) |
| 2.822694582 | 1 | |
| 2.605648007 | 1 | |
| 2.525000097 | 1 | |
| 2.514993636 | 1 | |
| 2.475679291 | 1 | |
| 2.44892072 | 1 | |
| 2.42515747 | 1 | |
| 2.32722696 | 1 | |
| 2.316052698 | 1 | |
| 2.287844472 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02432578441 |
|---|---|
| Minimum | -2.918915809 |
| Maximum | 2.886437047 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.918915809 |
|---|---|
| 5-th percentile | -1.646479209 |
| Q1 | -0.6961758427 |
| median | 0.0005211377652 |
| Q3 | 0.6614114569 |
| 95-th percentile | 1.619701155 |
| Maximum | 2.886437047 |
| Range | 5.805352856 |
| Interquartile range (IQR) | 1.3575873 |
Descriptive statistics
| Standard deviation | 1.001101792 |
|---|---|
| Coefficient of variation (CV) | -41.15393673 |
| Kurtosis | -0.1850922467 |
| Mean | -0.02432578441 |
| Median Absolute Deviation (MAD) | 0.6850938153 |
| Skewness | -0.008805870273 |
| Sum | -24.32578441 |
| Variance | 1.002204799 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.7118139626 | 1 | 0.1% |
| 0.6392814608 | 1 | 0.1% |
| 0.8564058241 | 1 | 0.1% |
| -0.5096239439 | 1 | 0.1% |
| 0.6514547855 | 1 | 0.1% |
| 0.158319366 | 1 | 0.1% |
| 0.4864696978 | 1 | 0.1% |
| 0.9035825716 | 1 | 0.1% |
| -0.1144596525 | 1 | 0.1% |
| -1.364809524 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.918915809 | 1 | |
| -2.840895309 | 1 | |
| -2.751981314 | 1 | |
| -2.702277333 | 1 | |
| -2.675071934 | 1 | |
| -2.638847639 | 1 | |
| -2.540680053 | 1 | |
| -2.444491693 | 1 | |
| -2.372463825 | 1 | |
| -2.368673002 | 1 |
| Value | Count | Frequency (%) |
| 2.886437047 | 1 | |
| 2.729881305 | 1 | |
| 2.694908452 | 1 | |
| 2.691903055 | 1 | |
| 2.532767537 | 1 | |
| 2.474350328 | 1 | |
| 2.453101388 | 1 | |
| 2.405961878 | 1 | |
| 2.40373705 | 1 | |
| 2.327513224 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01117125658 |
|---|---|
| Minimum | -3.627640928 |
| Maximum | 2.713242987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.627640928 |
|---|---|
| 5-th percentile | -1.559044421 |
| Q1 | -0.6722948247 |
| median | 0.02640886088 |
| Q3 | 0.6680914723 |
| 95-th percentile | 1.644578884 |
| Maximum | 2.713242987 |
| Range | 6.340883914 |
| Interquartile range (IQR) | 1.340386297 |
Descriptive statistics
| Standard deviation | 0.9831254541 |
|---|---|
| Coefficient of variation (CV) | 88.00491214 |
| Kurtosis | 0.1520574108 |
| Mean | 0.01117125658 |
| Median Absolute Deviation (MAD) | 0.6719734731 |
| Skewness | -0.07666550934 |
| Sum | 11.17125658 |
| Variance | 0.9665356585 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.2825451704 | 1 | 0.1% |
| 1.021393493 | 1 | 0.1% |
| 0.7417431379 | 1 | 0.1% |
| -0.7420051651 | 1 | 0.1% |
| -0.8834260855 | 1 | 0.1% |
| -0.09285840167 | 1 | 0.1% |
| 1.646437482 | 1 | 0.1% |
| -1.538075322 | 1 | 0.1% |
| 0.1163198652 | 1 | 0.1% |
| 1.221587568 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.627640928 | 1 | |
| -3.231373355 | 1 | |
| -3.092321803 | 1 | |
| -2.937204908 | 1 | |
| -2.845312149 | 1 | |
| -2.672349435 | 1 | |
| -2.55893504 | 1 | |
| -2.528738162 | 1 | |
| -2.503089123 | 1 | |
| -2.41542487 | 1 |
| Value | Count | Frequency (%) |
| 2.713242987 | 1 | |
| 2.686067322 | 1 | |
| 2.509546912 | 1 | |
| 2.486999476 | 1 | |
| 2.484172106 | 1 | |
| 2.452760145 | 1 | |
| 2.425946988 | 1 | |
| 2.404120994 | 1 | |
| 2.402898345 | 1 | |
| 2.346715846 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01117645131 |
|---|---|
| Minimum | -2.690269344 |
| Maximum | 2.887339446 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.690269344 |
|---|---|
| 5-th percentile | -1.666437295 |
| Q1 | -0.6549452747 |
| median | 0.002582986365 |
| Q3 | 0.6740076835 |
| 95-th percentile | 1.549960541 |
| Maximum | 2.887339446 |
| Range | 5.57760879 |
| Interquartile range (IQR) | 1.328952958 |
Descriptive statistics
| Standard deviation | 0.9709027348 |
|---|---|
| Coefficient of variation (CV) | -86.8703945 |
| Kurtosis | -0.2523234842 |
| Mean | -0.01117645131 |
| Median Absolute Deviation (MAD) | 0.6669878665 |
| Skewness | -0.05454493501 |
| Sum | -11.17645131 |
| Variance | 0.9426521205 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.4667056393 | 1 | 0.1% |
| -0.2279999452 | 1 | 0.1% |
| -0.7326821537 | 1 | 0.1% |
| -0.4932366735 | 1 | 0.1% |
| 0.4345016814 | 1 | 0.1% |
| 1.427042382 | 1 | 0.1% |
| -0.6391590096 | 1 | 0.1% |
| 0.2918663885 | 1 | 0.1% |
| 0.002783489548 | 1 | 0.1% |
| -0.5667279448 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.690269344 | 1 | |
| -2.640847611 | 1 | |
| -2.59739857 | 1 | |
| -2.541566031 | 1 | |
| -2.366020306 | 1 | |
| -2.27841029 | 1 | |
| -2.275875312 | 1 | |
| -2.268878498 | 1 | |
| -2.242043541 | 1 | |
| -2.24025255 | 1 |
| Value | Count | Frequency (%) |
| 2.887339446 | 1 | |
| 2.573579465 | 1 | |
| 2.542295844 | 1 | |
| 2.515016464 | 1 | |
| 2.485248722 | 1 | |
| 2.36275561 | 1 | |
| 2.290975795 | 1 | |
| 2.247025959 | 1 | |
| 2.236211364 | 1 | |
| 2.218066913 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03512356384 |
|---|---|
| Minimum | -3.479559419 |
| Maximum | 3.455788454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.479559419 |
|---|---|
| 5-th percentile | -1.602754355 |
| Q1 | -0.6369721368 |
| median | 0.05282916448 |
| Q3 | 0.6943219573 |
| 95-th percentile | 1.642346911 |
| Maximum | 3.455788454 |
| Range | 6.935347873 |
| Interquartile range (IQR) | 1.331294094 |
Descriptive statistics
| Standard deviation | 0.9910726355 |
|---|---|
| Coefficient of variation (CV) | 28.21674475 |
| Kurtosis | -0.09929613344 |
| Mean | 0.03512356384 |
| Median Absolute Deviation (MAD) | 0.6604875069 |
| Skewness | 0.02049595034 |
| Sum | 35.12356384 |
| Variance | 0.9822249689 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.442429856 | 1 | 0.1% |
| -0.7008150824 | 1 | 0.1% |
| -0.345681422 | 1 | 0.1% |
| -1.197109546 | 1 | 0.1% |
| -0.2652252443 | 1 | 0.1% |
| 0.2497494717 | 1 | 0.1% |
| 0.4602270297 | 1 | 0.1% |
| 1.919001786 | 1 | 0.1% |
| -0.2525195848 | 1 | 0.1% |
| 1.244353583 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.479559419 | 1 | |
| -2.861308308 | 1 | |
| -2.809802668 | 1 | |
| -2.39339229 | 1 | |
| -2.21434651 | 1 | |
| -2.213288818 | 1 | |
| -2.212258839 | 1 | |
| -2.18570005 | 1 | |
| -2.179680403 | 1 | |
| -2.16048368 | 1 |
| Value | Count | Frequency (%) |
| 3.455788454 | 1 | |
| 2.757819553 | 1 | |
| 2.717314551 | 1 | |
| 2.594361911 | 1 | |
| 2.442429856 | 1 | |
| 2.418916995 | 1 | |
| 2.33971808 | 1 | |
| 2.300573 | 1 | |
| 2.283724277 | 1 | |
| 2.27532396 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000501 | 0.526166 | 0.582655 | -0.675074 | -0.224442 | -1.620787 | 0.314257 | -0.199379 | -1.527277 | 0.796727 | 0 |
| 1 | -1.018695 | 1.259219 | -2.080538 | 0.375074 | -1.722629 | -0.259724 | -0.953809 | 0.605346 | -2.541566 | 1.139090 | 0 |
| 2 | 1.310344 | -0.624280 | 0.268933 | -0.486040 | -1.721428 | 0.329012 | 1.874681 | -0.094859 | -1.273054 | 0.969777 | 1 |
| 3 | -0.934545 | 0.360275 | 0.569689 | -1.665883 | 0.897150 | -0.138467 | -1.814840 | 1.832953 | -0.368804 | -1.287328 | 1 |
| 4 | -0.215937 | -2.075813 | 1.700202 | 3.275007 | 0.244070 | -0.044110 | 0.098156 | 0.741743 | 1.803293 | 0.101104 | 0 |
| 5 | -1.000757 | -0.142129 | -0.796796 | -0.399266 | 0.112551 | -1.468544 | 0.889704 | -0.195621 | 0.420499 | -0.118166 | 0 |
| 6 | -0.068242 | -1.532185 | 0.014384 | -0.150787 | -0.038459 | 0.457636 | 1.451975 | 1.721777 | -0.461910 | 0.742409 | 1 |
| 7 | -0.951183 | 0.784464 | -1.876350 | 1.436871 | -0.418146 | -2.316302 | -1.597800 | -0.119743 | 0.684278 | 0.797714 | 0 |
| 8 | 0.926638 | -1.547616 | 0.319771 | -0.725688 | 0.855361 | 0.667230 | 0.613184 | 1.051276 | 0.180791 | -0.160469 | 1 |
| 9 | -0.230474 | 0.263774 | 0.284917 | -1.229825 | 1.656412 | 0.403614 | 2.081044 | 0.391087 | 1.540230 | -0.671969 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -1.205730 | 0.798923 | -1.145489 | -0.557321 | 1.183418 | -1.892552 | 0.490266 | -0.912017 | 0.722017 | 0.535913 | 1 |
| 991 | -0.353733 | 0.300339 | -0.605623 | -0.537616 | -1.231030 | -0.481851 | 0.373471 | 0.797319 | 0.808803 | -0.943827 | 1 |
| 992 | -0.022853 | -0.231762 | 0.604073 | -1.720663 | -0.941545 | 1.687365 | 1.478386 | -2.672349 | -2.127632 | 1.814525 | 1 |
| 993 | 1.294342 | -0.494163 | -0.244012 | -1.058724 | 1.161911 | -0.098038 | -1.396900 | -0.561211 | 0.418699 | 0.123163 | 1 |
| 994 | 1.170055 | -1.020618 | 0.459012 | -0.331715 | 0.798237 | -0.389885 | -1.239365 | -0.634075 | 1.054554 | -0.442953 | 0 |
| 995 | -0.202102 | -0.373660 | 0.280880 | -0.691766 | -0.450521 | 0.068593 | -1.488272 | 1.947324 | 0.085188 | 0.118740 | 0 |
| 996 | 0.074992 | 1.537073 | -0.527588 | -0.125131 | -0.176318 | -0.470485 | -0.237121 | 0.761560 | -0.667240 | 0.413264 | 0 |
| 997 | 0.160574 | -0.205535 | -0.196561 | -0.023209 | -0.084372 | -1.469590 | 1.344159 | 0.330159 | 0.521181 | 1.937785 | 0 |
| 998 | -0.749569 | 0.674420 | 0.440922 | 0.062116 | 0.394556 | -0.684705 | -0.245191 | -0.256897 | -2.237933 | -0.973821 | 1 |
| 999 | -0.745437 | -1.044580 | 0.338642 | 0.612055 | -0.200860 | -0.451532 | -0.947482 | 0.741946 | -0.635585 | 0.301359 | 0 |